{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install pydataset\n",
    "\n",
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from pydataset import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[42000.0, 5850, 3, 1, 2, 'yes', 'no', 'yes', 'no', 'no', 1, 'no'],\n",
       "       [38500.0, 4000, 2, 1, 1, 'yes', 'no', 'no', 'no', 'no', 0, 'no'],\n",
       "       [49500.0, 3060, 3, 1, 1, 'yes', 'no', 'no', 'no', 'no', 0, 'no'],\n",
       "       [60500.0, 6650, 3, 1, 2, 'yes', 'yes', 'no', 'no', 'no', 0, 'no'],\n",
       "       [61000.0, 6360, 2, 1, 1, 'yes', 'no', 'no', 'no', 'no', 0, 'no']],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get houseing dataset ... classic\n",
    "df = data('Housing')\n",
    "df.head().values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 (24999.999, 53000.0]\n",
      "1 (53000.0, 74500.0]\n",
      "2 (74500.0, 190000.0]\n"
     ]
    }
   ],
   "source": [
    "# Check buckets\n",
    "for i, j in enumerate(np.unique(pd.qcut(df['price'], 3))):\n",
    "    print i, j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import normalize, StandardScaler\n",
    "\n",
    "# Clean up the dataset a bit\n",
    "d = dict(zip(['no', 'yes'], range(0,2)))\n",
    "\n",
    "for i in zip(df.dtypes.index, df.dtypes):\n",
    "    if str(i[1]) == 'object':\n",
    "        df[i[0]] = df[i[0]].map(d)\n",
    "\n",
    "# Bucket our prices\n",
    "df['price'] = pd.qcut(df['price'], 3, labels=['0', '1', '2']).cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x109cef110>"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colormap = plt.cm.RdBu\n",
    "plt.figure(figsize=(14,12))\n",
    "plt.title('Pearson Corr.', y=1.05, size=12)\n",
    "sns.heatmap(df.astype(float).corr(),linewidths=0.1, vmax=1.0, \n",
    "            square=True, cmap=colormap, linecolor='white', annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x10e610510>"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560.775x518.4 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df[['price', 'lotsize', 'bathrms', 'stories', 'garagepl', 'prefarea']], \n",
    "                 hue='price', palette = 'seismic',size=1.2, diag_kind = 'kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split up our data\n",
    "y = df['price'] \n",
    "X = df.drop('price', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean of: 0.632, std: (+/-) 0.081 [RandomForestClassifier]\n",
      "Mean of: 0.639, std: (+/-) 0.069 [Bagging RandomForestClassifier]\n",
      "\n",
      "Mean of: 0.636, std: (+/-) 0.080 [ExtraTreesClassifier]\n",
      "Mean of: 0.654, std: (+/-) 0.073 [Bagging ExtraTreesClassifier]\n",
      "\n",
      "Mean of: 0.500, std: (+/-) 0.086 [KNeighborsClassifier]\n",
      "Mean of: 0.535, std: (+/-) 0.111 [Bagging KNeighborsClassifier]\n",
      "\n",
      "Mean of: 0.465, std: (+/-) 0.085 [SVC]\n",
      "Mean of: 0.535, std: (+/-) 0.083 [Bagging SVC]\n",
      "\n",
      "Mean of: 0.639, std: (+/-) 0.050 [RidgeClassifier]\n",
      "Mean of: 0.597, std: (+/-) 0.045 [Bagging RidgeClassifier]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Get some classifiers to evaluate\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.ensemble import BaggingClassifier, ExtraTreesClassifier, RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import RidgeClassifier\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "seed = 1075\n",
    "np.random.seed(seed)\n",
    "\n",
    "# Create classifiers\n",
    "rf = RandomForestClassifier()\n",
    "et = ExtraTreesClassifier()\n",
    "knn = KNeighborsClassifier()\n",
    "svc = SVC()\n",
    "rg = RidgeClassifier()\n",
    "\n",
    "clf_array = [rf, et, knn, svc, rg]\n",
    "\n",
    "for clf in clf_array:\n",
    "    vanilla_scores = cross_val_score(clf, X, y, cv=10, n_jobs=-1)\n",
    "    bagging_clf = BaggingClassifier(clf, \n",
    "       max_samples=0.4, max_features=10, random_state=seed)\n",
    "    bagging_scores = cross_val_score(bagging_clf, X, y, cv=10, \n",
    "       n_jobs=-1)\n",
    "    \n",
    "    print \"Mean of: {1:.3f}, std: (+/-) {2:.3f} [{0}]\".format(clf.__class__.__name__, \n",
    "                                                              vanilla_scores.mean(), vanilla_scores.std())\n",
    "    print \"Mean of: {1:.3f}, std: (+/-) {2:.3f} [Bagging {0}]\\n\".format(clf.__class__.__name__, \n",
    "                                                                        bagging_scores.mean(), bagging_scores.std())\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 0.619, std: (+/-) 0.078 [Random Forest]\n",
      "Mean: 0.640, std: (+/-) 0.090 [Extra Trees]\n",
      "Mean: 0.500, std: (+/-) 0.086 [KNeighbors]\n",
      "Mean: 0.465, std: (+/-) 0.085 [SVC]\n",
      "Mean: 0.639, std: (+/-) 0.050 [Ridge Classifier]\n",
      "Mean: 0.632, std: (+/-) 0.102 [Ensemble]\n"
     ]
    }
   ],
   "source": [
    "# Set up voting\n",
    "eclf = VotingClassifier(estimators=[('Random Forests', rf), ('Extra Trees', et), \n",
    "                                    ('KNeighbors', knn), ('SVC', svc), ('Ridge Classifier', rg)], voting='hard')\n",
    "\n",
    "for clf, label in zip([rf, et, knn, svc, rg, eclf], ['Random Forest', 'Extra Trees', \n",
    "                                                     'KNeighbors', 'SVC', 'Ridge Classifier', 'Ensemble']):\n",
    "    scores = cross_val_score(clf, X, y, cv=10, scoring='accuracy')\n",
    "    print(\"Mean: {0:.3f}, std: (+/-) {1:.3f} [{2}]\".format(scores.mean(), scores.std(), label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 0.661, std: (+/-) 0.099 [Bagging Random Forest]\n",
      "Mean: 0.650, std: (+/-) 0.082 [Bagging Extra Trees]\n",
      "Mean: 0.535, std: (+/-) 0.117 [Bagging KNeighbors]\n",
      "Mean: 0.528, std: (+/-) 0.068 [Bagging SVC]\n",
      "Mean: 0.604, std: (+/-) 0.046 [BaggingRidge Classifier]\n",
      "Mean: 0.658, std: (+/-) 0.091 [Bagging Ensemble]\n"
     ]
    }
   ],
   "source": [
    "# Set up ensemble voting for bagging\n",
    "ebclf_array = []\n",
    "\n",
    "for clf in clf_array:\n",
    "    ebclf_array.append(BaggingClassifier(clf, max_samples=0.25, \n",
    "                                   max_features=10, random_state=seed))\n",
    "\n",
    "v_eclf = VotingClassifier(estimators=zip(['Bagging Random Forest', 'Bagging Extra Trees', 'Bagging KNeighbors',\n",
    "                                          'Bagging SVC', 'Bagging Ridge Classifier', 'Bagging Ensemble'],\n",
    "                                         ebclf_array), \n",
    "                          voting='hard')\n",
    "\n",
    "ebclf_array.append(v_eclf)\n",
    "\n",
    "for clf, label in zip(ebclf_array, ['Bagging Random Forest', 'Bagging Extra Trees', 'Bagging KNeighbors',\n",
    "                              'Bagging SVC', 'BaggingRidge Classifier', 'Bagging Ensemble']):\n",
    "    scores = cross_val_score(clf, X, y, cv=10, scoring='accuracy')\n",
    "    print(\"Mean: {0:.3f}, std: (+/-) {1:.3f} [{2}]\".format(scores.mean(), scores.std(), label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now plot the decision regions with only two features\n",
    "import matplotlib.pyplot as plt\n",
    "from mlxtend.plotting import plot_decision_regions\n",
    "import matplotlib.gridspec as gridspec\n",
    "import itertools\n",
    "\n",
    "gs = gridspec.GridSpec(3, 3)\n",
    "fig = plt.figure(figsize=(12, 10))\n",
    "labels = ['Random Forest', 'Extra Trees', 'KNN', 'Support Vector',\n",
    "          'Ridge Reg.', 'Ensemble']\n",
    "\n",
    "for clf, lab, grd in zip([rf, et, knn, svc, rg, eclf], \n",
    "                         labels,\n",
    "                         itertools.product([0, 1, 2], repeat = 2)):\n",
    "\n",
    "    clf.fit(X[['lotsize', 'stories']], y)\n",
    "    ax = plt.subplot(gs[grd[0], grd[1]])\n",
    "    fig = plot_decision_regions(X=np.array(X[['lotsize', 'stories']]), \n",
    "                                y=np.array(y), clf=clf)\n",
    "    plt.title(lab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 0.641, std: (+/-) 0.082 [Ada Boost]\n",
      "Mean: 0.654, std: (+/-) 0.113 [Grad Boost]\n",
      "Mean: 0.663, std: (+/-) 0.101 [XG Boost]\n",
      "Mean: 0.667, std: (+/-) 0.105 [Ensemble]\n"
     ]
    }
   ],
   "source": [
    "from mlxtend.classifier import EnsembleVoteClassifier\n",
    "import warnings\n",
    "from xgboost import XGBClassifier, plot_importance\n",
    "from sklearn.ensemble import AdaBoostClassifier, GradientBoostingClassifier\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# Create boosting classifiers\n",
    "ada_boost = AdaBoostClassifier()\n",
    "grad_boost = GradientBoostingClassifier()\n",
    "xgb_boost = XGBClassifier()\n",
    "\n",
    "boost_array = [ada_boost, grad_boost, xgb_boost]\n",
    "\n",
    "eclf = EnsembleVoteClassifier(clfs=[ada_boost, grad_boost, xgb_boost], voting='hard')\n",
    "\n",
    "labels = ['Ada Boost', 'Grad Boost', 'XG Boost', 'Ensemble']\n",
    "\n",
    "for clf, label in zip([ada_boost, grad_boost, xgb_boost, eclf], labels):\n",
    "    scores = cross_val_score(clf, X, y, cv=10, scoring='accuracy')\n",
    "    print(\"Mean: {0:.3f}, std: (+/-) {1:.3f} [{2}]\".format(scores.mean(), scores.std(), label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10))\n",
    "\n",
    "labels = ['Ada Boost', 'Grad Boost', 'XG Boost', 'Ensemble']\n",
    "\n",
    "for clf, lab, grd in zip([ada_boost, grad_boost, xgb_boost, eclf],\n",
    "                         labels,\n",
    "                         itertools.product([0, 1], repeat = 2)):\n",
    "\n",
    "    clf.fit(X[['lotsize', 'stories']].values, y.values)\n",
    "    ax = plt.subplot(gs[grd[0], grd[1]])\n",
    "    fig = plot_decision_regions(X=np.array(X[['lotsize', 'stories']].values), \n",
    "                                y=np.array(y.values), clf=clf)\n",
    "    plt.title(lab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Fitting 2 layers\n",
      "Processing layer-1             done | 00:00:00\n",
      "Processing layer-2             done | 00:00:00\n",
      "Fit complete                        | 00:00:01\n",
      "\n",
      "Predicting 2 layers\n",
      "Processing layer-1             done | 00:00:00\n",
      "Processing layer-2             done | 00:00:00\n",
      "Predict complete                    | 00:00:00\n",
      "Fit data:\n",
      "                                   score-m  score-s  ft-m  ft-s  pt-m  pt-s\n",
      "layer-1  extratreesclassifier         0.66     0.08  0.15  0.06  0.01  0.01\n",
      "layer-1  kneighborsclassifier         0.51     0.07  0.00  0.00  0.00  0.00\n",
      "layer-1  randomforestclassifier       0.67     0.08  0.15  0.03  0.01  0.01\n",
      "layer-1  ridgeclassifier              0.65     0.08  0.01  0.01  0.00  0.00\n",
      "\n",
      "Accuracy score: 0.669\n"
     ]
    }
   ],
   "source": [
    "from mlens.ensemble import SuperLearner\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "lr = LogisticRegression()\n",
    "\n",
    "seed = 1075\n",
    "\n",
    "ensemble = SuperLearner(scorer = accuracy_score, \n",
    "                        random_state=seed, \n",
    "                        folds=10,\n",
    "                        verbose = 2)\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=seed)\n",
    "\n",
    "# Build the first layer\n",
    "ensemble.add([rf, et, knn, rg])\n",
    "# Attach the final meta estimator\n",
    "ensemble.add_meta(lr)\n",
    "\n",
    "ensemble.fit(X_train, y_train)\n",
    "preds = ensemble.predict(X_test)\n",
    "print(\"Fit data:\\n%r\" % ensemble.data)\n",
    "print(\"Accuracy score: {:.3f}\").format(accuracy_score(preds, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy score: 0.674 ['Random Forest']\n",
      "Accuracy score: 0.663 ['Extra Trees']\n",
      "Accuracy score: 0.547 ['KNeighbors']\n",
      "Accuracy score: 0.481 ['SVC']\n",
      "Accuracy score: 0.635 ['Ridge Classifier']\n",
      "Accuracy score: 0.624 ['Random Forest', 'Extra Trees']\n",
      "Accuracy score: 0.657 ['Random Forest', 'KNeighbors']\n",
      "Accuracy score: 0.602 ['Random Forest', 'SVC']\n",
      "Accuracy score: 0.630 ['Random Forest', 'Ridge Classifier']\n",
      "Accuracy score: 0.608 ['Extra Trees', 'KNeighbors']\n",
      "Accuracy score: 0.652 ['Extra Trees', 'SVC']\n",
      "Accuracy score: 0.624 ['Extra Trees', 'Ridge Classifier']\n",
      "Accuracy score: 0.547 ['KNeighbors', 'SVC']\n",
      "Accuracy score: 0.630 ['KNeighbors', 'Ridge Classifier']\n",
      "Accuracy score: 0.630 ['SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.646 ['Random Forest', 'Extra Trees', 'KNeighbors']\n",
      "Accuracy score: 0.635 ['Random Forest', 'Extra Trees', 'SVC']\n",
      "Accuracy score: 0.669 ['Random Forest', 'Extra Trees', 'Ridge Classifier']\n",
      "Accuracy score: 0.635 ['Random Forest', 'KNeighbors', 'SVC']\n",
      "Accuracy score: 0.657 ['Random Forest', 'KNeighbors', 'Ridge Classifier']\n",
      "Accuracy score: 0.663 ['Random Forest', 'SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.691 ['Extra Trees', 'KNeighbors', 'SVC']\n",
      "Accuracy score: 0.608 ['Extra Trees', 'KNeighbors', 'Ridge Classifier']\n",
      "Accuracy score: 0.641 ['Extra Trees', 'SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.630 ['KNeighbors', 'SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.646 ['Random Forest', 'Extra Trees', 'KNeighbors', 'SVC']\n",
      "Accuracy score: 0.624 ['Random Forest', 'Extra Trees', 'KNeighbors', 'Ridge Classifier']\n",
      "Accuracy score: 0.646 ['Random Forest', 'Extra Trees', 'SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.663 ['Random Forest', 'KNeighbors', 'SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.657 ['Extra Trees', 'KNeighbors', 'SVC', 'Ridge Classifier']\n",
      "Accuracy score: 0.652 ['Random Forest', 'Extra Trees', 'KNeighbors', 'SVC', 'Ridge Classifier']\n",
      "Best stacking model is ['Extra Trees', 'KNeighbors', 'SVC'] with accuracy of: 0.691\n"
     ]
    }
   ],
   "source": [
    "from itertools import combinations\n",
    "\n",
    "names = ['Random Forest', 'Extra Trees', 'KNeighbors', 'SVC', 'Ridge Classifier']\n",
    "\n",
    "def zip_stacked_classifiers(*args):\n",
    "    to_zip = []\n",
    "    for arg in args:\n",
    "        combined_items = sum([map(list, combinations(arg, i)) for i in range(len(arg) + 1)], [])\n",
    "        combined_items = filter(lambda x: len(x) > 0, combined_items)\n",
    "        to_zip.append(combined_items)\n",
    "    \n",
    "    return zip(to_zip[0], to_zip[1])\n",
    "\n",
    "stacked_clf_list = zip_stacked_classifiers(clf_array, names)\n",
    "\n",
    "best_combination = [0.00, \"\"]\n",
    "\n",
    "for clf in stacked_clf_list:\n",
    "    \n",
    "    ensemble = SuperLearner(scorer = accuracy_score, \n",
    "                            random_state = seed, \n",
    "                            folds = 10)\n",
    "    ensemble.add(clf[0])\n",
    "    ensemble.add_meta(lr)\n",
    "    ensemble.fit(X_train, y_train)\n",
    "    preds = ensemble.predict(X_test)\n",
    "    accuracy = accuracy_score(preds, y_test)\n",
    "    \n",
    "    if accuracy > best_combination[0]:\n",
    "        best_combination[0] = accuracy\n",
    "        best_combination[1] = clf[1]\n",
    "    \n",
    "    print(\"Accuracy score: {:.3f} {}\").format(accuracy, clf[1])\n",
    "\n",
    "print(\"\\nBest stacking model is {} with accuracy of: {:.3f}\").format(best_combination[1], best_combination[0])"
   ]
  }
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}
